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University of Michigan - Moneyball and Beyond
- Offered byCoursera
Moneyball and Beyond at Coursera Overview
Duration | 29 hours |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Explore Free Course |
Credential | Certificate |
Moneyball and Beyond at Coursera Highlights
- Shareable Certificate Earn a Certificate upon completion
- 100% online Start instantly and learn at your own schedule.
- Course 2 of 5 in the Sports Performance Analytics Specialization
- Flexible deadlines Reset deadlines in accordance to your schedule.
- Approx. 29 hours to complete
- English Subtitles: English
Moneyball and Beyond at Coursera Course details
- The book Moneyball triggered a revolution in the analysis of performance statistics in professional sports, by showing that data analytics could be used to increase team winning percentage. This course shows how to program data using Python to test the claims that lie behind the Moneyball story, and to examine the evolution of Moneyball statistics since the book was published. The learner is led through the process of calculating baseball performance statistics from publicly available datasets. The course progresses from the analysis of on base percentage and slugging percentage to more advanced measures derived using the run expectancy matrix, such as wins above replacement (WAR). By the end of this course the learner will be able to use these statistics to conduct their own team and player analyses.
Moneyball and Beyond at Coursera Curriculum
Week 1
Introduction to Moneyball
Reproducing Table 1 of Hakes and Sauer - Part 1
Reproducing Table 1 of Hakes and Sauer - Part 2
Reproducing Table 1 of Hakes and Sauer- Part 3
Reproducing Table 1 of Hakes and Sauer - Part 4
Moneyball and Beyond Course Syllabus
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Week 1 - Assignment Overview
Assignment - Part 1
Sample Notebook - Part 1
Assignment - Part 2
Sample Notebook - Part 2
Assignment - Part 3
Sample Notebook - Full Sample
Week 1 R Content
Week 1 - Quiz 1
Week 1 - Quiz 2
Week 1 - Quiz 3
Week 2
Reproducing Table 3 of Hakes and Sauer- Part 1
Reproducing Table 3 of Hakes and Sauer- Part 2
Reproducing Table 3 of Hakes and Sauer- Part 3
Reproducing Table 3 of Hakes and Sauer- Part 4
Reproducing Table 3 of Hakes and Sauer- Part 5
Reproducing Table 3 of Hakes and Sauer- Part 6
Moneyball Week 2 - Assignment Overview
Assignment - Part 1
Sample Notebook - Part 1
Assignment - Part 2
Sample Notebook - Part 2
Assignment - Part 3
Sample Notebook - Full Sample
Week 2 R Content
Week 2 - Quiz 1
Week 2 - Quiz 2
Week 2 - Quiz 3
Week 3
Moneyball update Part 1
Moneyball update Part 2
Moneyball Update Part 3
Moneyball Update Part 4
Moneyball Update Part 5
Moneyball Update Part 6
Moneyball Week 3 - Assignment Overview
Assignment - Part 1
Sample Notebook - Part 1
Assignment - Part 2
Sample Notebook - Part 2
Assignment - Part 3
Sample Notebook - Part 3
Sample Notebook in R
Week 3 R Content
Week 3 - Quiz 1
Week 3 - Quiz 2
Week 3 - Quiz 3
Week 4
Beyond Moneyball: Run expectancy Part 1
Beyond Moneyball: Run Expectancy Part 2
Beyond Moneyball: Run expectancy Part 3
Beyond Moneyball: Run expectancy Part 4
Moneyball Week 4 - Assignment Overview
Assignment - Part 1
Sample Notebook - Part 1
Assignment - Part 2
Sample Notebook - Part 2
Assignment - Part 3
Sample Notebook - Part 3
Sample Notebook in R
Week 4 R Content
Week 4 - Quiz 1
Week 4 - Quiz 2
Week 4 - Quiz 3
Week 5
Beyond Moneyball: Run values and WAR Part 1
Beyond Moneyball: Run values and WAR Part 2
Beyond Moneyball: Run values and WAR Part 3
Beyond Moneyball: Run values and WAR Part 4
Moneyball Week 5 - Assignment Overview
Assignment - Part 1
Sample Notebook - Part 1
Assignment - Part 2
Sample Notebook - Part 2
Assignment - Part 3
Sample Notebook - Part 3
Post-Course Survey
Week 5 R Content
Week 5 - Quiz 1
Week 5 - Quiz 2
Week 5 - Quiz 3